v1.5

What's Changed

• Release V1.2.0 by @bruAristimunha in #714
• Skip tests due to network issues with dataverse.harvard.edu by @bruAristimunha in #835
• Release V1.4.0 by @PierreGtch in #832
• Improved _inc_exc_datasets() and paradigms handling in benchmark() by @toncho11 in #834
• Dataset class for BrainForm by Romani et al. by @BRomans in #825
• Improve compute_pvals_perm function by @qbarthelemy in #818
• [HOT-FIX] fixing the pagination of figure share and doing mini release by @bruAristimunha in #839
• Release v1.4.1 by @bruAristimunha in #844
• V1.4.2 by @bruAristimunha in #845
• V1.4.2 (#845) by @bruAristimunha in #846
• Fix SetRawAnnotations when no stim channel by @PierreGtch in #838
• Increase compatibility with Python 3.14 by @Copilot in #848
• Fix warnings from scikit-learn 1.8+ and introduce FixedPipeline by @bruAristimunha in #850
• Fix compatibility with scikit-learn 1.8 by @bruAristimunha in #852
• Enhance documentation and update design elements by @bruAristimunha in #853
• Macro release for version 1.4.3 by @bruAristimunha in #854
• Release 1.4.3 by @bruaris in #855
• [MNT] Fix details of the documentation by @bruAristimunha in #856
• add Simon Kojima to CITATION.cff by @simonkojima in #857
• New logo by @PierreGtch in #858
• Add new maintainer by @gcattan in #860
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci[bot] in #861
• fix(MAMEM-dataset): include all 11 subjects in BaseMAMEM initialization by @Infernus-WIND in #859
• Pre commit and warning by @bruAristimunha in #863
• Codecarbon to file by @davisethan in #866
• Correct CCA, TRCA and MsetCCA pipelines by @sylvchev in #625
• Optionally save model before ensure model fit by @davisethan in #870
• Added two c-VEP datasets from Martinez-Cagigal 2025 by @vicmarcag in #795
• Implement WithinSubjectSplitter by @Copilot in #952
• Fix docs workflow cache key to enable cache reuse by @bruAristimunha in #946
• Multi score by @davisethan in #948
• Fix AttributeError: Replace shutil.copy_tree with shutil.copytree by @Copilot in #954
• Improve dataset compatibility error messages for evaluations by @Copilot in #950
• Scoring columns by @davisethan in #957
• Enrich datasets with modular architecture and metadata catalog by @bruAristimunha in #868
• Offline emissions by @davisethan in #956
• Add filelock as core dependency by @luluu9 in #959
• Unify split logic and add LearningCurveSplitter by @bruAristimunha in #961
• Remove redundant learning curve implementation paths by @bruAristimunha in #963
• Additional metadata from BIDS events.tsv by @matthiasdold in #744
• Filter bank classes by @Sara04 in #467
• Update dataset metadata catalog logic by @bruAristimunha in #960
• Pseudo Online evaluation and dataset conversion by @carraraig in #641
• Fix double µV conversion in BNCI2003-004 and BNCI2015-006 by @bruAristimunha in #968
• Update manifest link in dreyer2023.py by @bruAristimunha in #970
• Fix Beetl2021 403 Forbidden from Figshare API by @bruAristimunha in #969
• Fix romani_bf2025_erp.py to follow MOABB nomenclature pattern with backward compatibility by @Copilot in #975
• Fix MOABB_RESULTS default path and docs CI cache by @bruAristimunha in #978
• Fix incorrect DOIs and add systematic DOI validation by @bruAristimunha in #977
• Add "Report an Issue" feedback section to all dataset docstrings by @Copilot in #982
• Fix BNCI2015_001: wrong paper reference, incorrect health status, wrong imagery classes by @Copilot in #980
• Add missing license metadata for four datasets by @bruAristimunha in #989
• Update license and repository metadata by @kbegany in #990
• Add Riemannian Artifact Rejection tutorial by @bruAristimunha in #972
• Add public convert_to_bids method to BaseDataset for clean BIDS export by @Copilot in #988
• Move BIDS cache lock file to code/ folder for BIDS validator compliance by @Copilot in #986
• Fix RomaniBF2025ERP description merge error by @bruAristimunha in #993
• Fix Liu2024 download failure by using correct Figshare domain by @bruAristimunha in #994
• Enrich BIDS cache with comprehensive metadata, HED annotations, and paper-sourced enrichment by @bruAristimunha in #974
• Add persistent DOI resolution cache for tests by @bruAristimunha in #996
• Fix all 216 pytest warnings across the test suite by @bruAristimunha in #995
• Standardize dataset constructor signatures with runtime validation by @bruAristimunha in #999
• Fix metadata across 45 datasets based on paper validation by @bruAristimunha in #1001
• Add copy/CSV export buttons to benchmark results tables by @Copilot in #1002
• Add documentation note for PhysionetMI subject 88 (128 Hz) by @Copilot in #1003
• Replace wildcard imports with explicit imports in moabb/paradigms/__init__.py by @Copilot in #1004
• Add P300 to benchmark paradigms docstring by @Copilot in #1006
• Fix TestUtilEvaluation not discovered or executed by pytest by @Copilot in #1005
• Fix CI dataset cache reuse across runs by @bruAristimunha in #1010
• Enhance dataset docs with interactive card, visual grid, and tabbed layout by @bruAristimunha in #1000
• Add time-resolved decoding tutorial using SlidingEstimator by @Copilot in #1008
• Add 5 new SSVEP classifiers and fix label handling by @bruAristimunha in #1009
• Add SlidingEstimator tutorial for time-resolved EEG decoding by @bruAristimunha in #1013
• Merge duplicate dataset creation tutorials and add BIDS dataset coverage by @Copilot in #1007
• Dataset docs: fix citation DOI source, remove metadata title icon, and GA pageview enrichments by @bruAristimunha in #1014
• Fix Riemannian potato tutorial plot behavior by @bruAristimunha in #1011
• Add license chip with official CC icons to dataset pages by @bruAristimunha in #1015
• Fix critical trigger alignment bug in Liu2024 dataset by @bruAristimunha in #1016
• Enrich documentation metadata for 6 datasets by @bruAristimunha in #1017
• Remove redundant autoattribute METADATA from MartinezCagigal docstrings by @bruAristimunha in #1022
• Add chance level visualization, distribution plots, and CVD-friendly palette by @bruAristimunha in #1019
• Add trial introspection tools for Stieger2021 variable-length epochs by @bruAristimunha in #1023
• Add 8 SSVEP dataset adapters (357+ subjects, 9 classes) by @bruAristimunha in #1024
• Refine dataset docs overview cards and summary pages by @bruAristimunha in #1025
• Fix test badge to reflect develop branch status only by @Copilot in #1029
• Fix and extend return_all_modalities for non-EEG channel retention by @bruAristimunha in #1030
• Fix BIDS details by @bruAristimunha in #1027
• Fix test badge to show develop branch status only by @Copilot in #1032
• Fix HED annotation semantics for Motor Imagery per expert review by @bruAristimunha in #1035
• Fix HED annotation semantics per Kay's expert review by @bruAristimunha in #1037
• fix: improve code robustness and add type hints by @tayal-sarthak in #1036
• Add 40+ new dataset adapters: MI, P300, ERP, visual imagery by @bruAristimunha in #1038
• feat: interactive neural signature figures for all BCI paradigms by @bruAristimunha in #1040
• Full parallel by @bruAristimunha in #967
• Release 1.5.0 by @bruAristimunha in #1041

New Contributors

• @BRomans made their first contribution in #825
• @bruaris made their first contribution in #855
• @Infernus-WIND made their first contribution in #859
• @davisethan made their first contribution in #866
• @vicmarcag made their first contribution in #795
• @luluu9 made their first contribution in #959
• @matthiasdold made their first contribution in #744
• @kbegany made their first contribution in #990
• @tayal-sarthak made their first contribution in #1036

Full Changelog: v1.4.0...v1.5